Commit 21d526e7 authored by rupa.lingmore's avatar rupa.lingmore

Upload New File

parent 7c71b4a6
import cv2
from yolov5processor.infer import ExecuteInference
import glob
import numpy as np
#from google.colab.patches import cv2_imshow
yp = ExecuteInference(weight="E:\buds\best.pt", confidence=0.75, iou= 0.45, agnostic_nms= False, img_size= 416)
#yp = ExecuteInference(weight=r"E:\buds\best.pt")
vid = cv2.VideoCapture("E:\buds\original video\predict.mp4")
frame_width = int(vid.get(3))
frame_height = int(vid.get(4))
#count_line_position=550
detect = []
offset=6
while (True):
faulty_count = 0
good_count = 0
rejected_count = 0
ret, image = vid.read()
pred = yp.predict(image)
print(pred)
for det in pred:
conf = "{:.2f}".format(int(det['conf'] * 100))
if int(det['conf'] * 100) > 50:
# print(det['class'])
label = det['class'] # print(label.item())
det = det['points']
if label == "faulty":
cv2.rectangle(image, (int(det[0]), int(det[1])), (int(det[2]), int(det[3])), (0, 0, 255), 2)
cv2.putText(img=image, text=conf + label, org=(int(det[0]), int(det[1]) - 10), color=(0, 0, 225),
thickness=3,
fontScale=1, fontFace=cv2.LINE_AA)
faulty_count += 1
elif label =="good" :
cv2.rectangle(image, (int(det[0]), int(det[1])), (int(det[2]), int(det[3])), (0, 0, 255), 2)
cv2.putText(img=image, text=conf + label, org=(int(det[0]), int(det[1]) - 10), color=(0, 0, 225),
thickness=3,
fontScale=1, fontFace=cv2.LINE_AA)
good_count += 1
else :
cv2.rectangle(image, (int(det[0]), int(det[1])), (int(det[2]), int(det[3])), (0, 0, 255), 2)
cv2.putText(img=image, text=conf + label, org=(int(det[0]), int(det[1]) - 10), color=(0, 0, 225),
thickness=3,
fontScale=1, fontFace=cv2.LINE_AA)
rejected_count += 1
print(f"good-{good_count}, faulty-{faulty_count}, rejected-{rejected_count}")
print("good:",good_count)
print("faulty:",faulty_count)
print("rejected:",rejected_count)
result = f"Good: {good_count}, Faulty: {faulty_count}, Rejected: {rejected_count}"
cv2.putText(image,result,(450,70),cv2.FONT_HERSHEY_SIMPLEX,2,(0,0,255),5)
cv2.imshow('frame', cv2.resize(image, (720, 560)))
#cv2_imshow(cv2.resize(image, (720, 560)))
if cv2.waitKey(1) & 0xFF == ord('q'):
break
# After the loop release the cap object
vid.release()
# Destroy all the windowsss
\ No newline at end of file
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